run_regenerate_all.sh

# executes in order all the python tasks
#!/bin/bash

# create initial datasets forom original datasets (with exogenous variables)
python3 code/create_initial_datasets.py

# start preliminary analisys (basic statistical analysis)
python3 code/preliminary_analysis.py

# check for trends, seasonality, residuals, etc
python3 code/trends_seasonality_residuals.py

# start spinning up the models:

# SARIMA
python3 code/sarima.py
python3 code/adjust_sarima.py

# SARIMAX
python3 code/sarimax.py
python3 code/adjust_sarimax.py

# Prophet
python3 code/fb_prophet.py

# Algorithmic approact currently used by the company
python3 code/algorithmic_approach.py

# LSTM
# ensure numa nodes are connected
sudo echo 0 | sudo tee -a /sys/bus/pci/devices/0000\:01\:00.0/numa_node
python3 code/lstm.py

# Compare all models
python3 code/compare_models.py

# Quit the program
exit 0

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